Spectroscopy and Spectral Analysis, Volume. 38, Issue 12, 3883(2018)

Random Forests-Based Hybrid Feature Selection Algorithm for Soil Potassium Content Inversion Using Hyperspectral Technology

WANG Xuan-hui1...2,*, ZHENG Xi-lai1, HAN Zhong-zhi2, WANG Xuan-li3 and WANG Juan4 |Show fewer author(s)
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • 3[in Chinese]
  • 4[in Chinese]
  • show less
    References(13)

    [1] [1] Gupta S, Yadav B S, Raj U, et al. Front in Plant Science, 2017, 8(1025): 1.

    [3] [3] Viscarra Rossel R A, Behrens T, Ben-Dor E, et al. Earth-Science Reviews, 2016, 155: 198.

    [4] [4] Vohland M, Ludwig M, Thiele-Bruhn S, et al. Geoderma, 2014, 223-225: 88.

    [5] [5] Iznaga A C, Orozco, M R, Alcantara E A, et al. Biosystems Engineering, 2014, 125: 105.

    [7] [7] Mehmood T, Liland K H, Snipen L, et al. Chemometricsand Intelligent Laboratory Systems, 2012, 118: 62.

    [9] [9] Jia S, Yang X, Zhang J, et al. Soil Science, 2014, 179(4): 211.

    [10] [10] Ben Ishak A. Intelligent Data Analysis, 2016, 20(1): 83.

    [11] [11] Leo Breiman. Random forests. Machine Learning, 2001, 45(1): 5.

    [12] [12] Yu X, Liu Q, Wang Y B, et al. Catena, 2016, 137: 340.

    [13] [13] Wang X M, Chen Y Y, Guo L, et al. Remote Sensing, 2017, 9: 201.

    [14] [14] Li H D, Xu Q S, Liang Y Z. Peer J Prepr, 2014, 2: e190v191.

    [15] [15] Huang N T, Lu G B, Xu D G. Energies, 2016, 9: 767.

    [16] [16] Leo Breiman. Bagging Predictors. Machine Learning, 1996, 24: 123.

    Tools

    Get Citation

    Copy Citation Text

    WANG Xuan-hui, ZHENG Xi-lai, HAN Zhong-zhi, WANG Xuan-li, WANG Juan. Random Forests-Based Hybrid Feature Selection Algorithm for Soil Potassium Content Inversion Using Hyperspectral Technology[J]. Spectroscopy and Spectral Analysis, 2018, 38(12): 3883

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Received: Nov. 7, 2017

    Accepted: --

    Published Online: Dec. 16, 2018

    The Author Email: Xuan-hui WANG (margaretxuan@aliyun.com)

    DOI:10.3964/j.issn.1000-0593(2018)12-3883-07

    Topics